"sample selection" Papers

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Joint Out-of-Distribution Filtering and Data Discovery Active Learning

Sebastian Schmidt, Leonard Schenk, Leo Schwinn et al.

CVPR 2025posterarXiv:2503.02491
8
citations

Revisiting Source-Free Domain Adaptation: Insights into Representativeness, Generalization, and Variety

Ronghang Zhu, Mengxuan Hu, Weiming Zhuang et al.

CVPR 2025poster
5
citations

Structural-Entropy-Based Sample Selection for Efficient and Effective Learning

Tianchi Xie, Jiangning Zhu, Guozu Ma et al.

ICLR 2025posterarXiv:2410.02268
2
citations

Diversified Batch Selection for Training Acceleration

Feng Hong, Yueming LYU, Jiangchao Yao et al.

ICML 2024posterarXiv:2406.04872

Instance-dependent Noisy-label Learning with Graphical Model Based Noise-rate Estimation

Arpit Garg, Cuong Cao Nguyen, RAFAEL FELIX et al.

ECCV 2024posterarXiv:2305.19486
5
citations

Mitigating Label Noise on Graphs via Topological Sample Selection

Yuhao Wu, Jiangchao Yao, Xiaobo Xia et al.

ICML 2024posterarXiv:2403.01942

SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching

Yongmin Lee, Hye Won Chung

ICML 2024posterarXiv:2406.18561